{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "resnet.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "FH3IRpYTta2v"
      ]
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FH3IRpYTta2v"
      },
      "source": [
        "##### Copyright 2020 The IREE Authors"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mWGa71_Ct2ug",
        "cellView": "form"
      },
      "source": [
        "#@title Licensed under the Apache License v2.0 with LLVM Exceptions.\n",
        "# See https://llvm.org/LICENSE.txt for license information.\n",
        "# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h5s6ncerSpc5"
      },
      "source": [
        "# ResNet\n",
        "\n",
        "[ResNet](https://arxiv.org/abs/1512.03385) is a deep neural network architecture for image recognition.\n",
        "\n",
        "This notebook\n",
        "\n",
        "* Constructs a [ResNet50](https://www.tensorflow.org/api_docs/python/tf/keras/applications/ResNet50) model using `tf.keras`, with weights pretrained using the[ImageNet](http://www.image-net.org/) dataset\n",
        "* Compiles that model with IREE\n",
        "* Tests TensorFlow and IREE execution of the model on a sample image"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aC_OyUDS17hH",
        "outputId": "d266854b-414f-4add-9f4c-9119b1d91ef6"
      },
      "source": [
        "!python -m pip install iree-compiler-snapshot iree-runtime-snapshot iree-tools-tf-snapshot -f https://github.com/google/iree/releases"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Looking in links: https://github.com/google/iree/releases\n",
            "Collecting iree-compiler-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_compiler_snapshot-20210608.328-py3-none-manylinux2014_x86_64.whl (33.6MB)\n",
            "\u001b[K     |████████████████████████████████| 33.6MB 122kB/s \n",
            "\u001b[?25hCollecting iree-runtime-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_runtime_snapshot-20210608.328-cp37-cp37m-manylinux2014_x86_64.whl (521kB)\n",
            "\u001b[K     |████████████████████████████████| 522kB 36.5MB/s \n",
            "\u001b[?25hCollecting iree-tools-tf-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_tools_tf_snapshot-20210608.328-py3-none-manylinux2014_x86_64.whl (53.6MB)\n",
            "\u001b[K     |████████████████████████████████| 53.6MB 76kB/s \n",
            "\u001b[?25hInstalling collected packages: iree-compiler-snapshot, iree-runtime-snapshot, iree-tools-tf-snapshot\n",
            "Successfully installed iree-compiler-snapshot-20210608.328 iree-runtime-snapshot-20210608.328 iree-tools-tf-snapshot-20210608.328\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s2bScbYkP6VZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4f2282b9-ff1f-4688-971c-99bc8e8226a0"
      },
      "source": [
        "#@title Imports and common setup\n",
        "\n",
        "from iree import runtime as ireert\n",
        "from iree.tf.support import module_utils\n",
        "\n",
        "import tensorflow as tf\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "# Print version information for future notebook users to reference.\n",
        "print(\"TensorFlow version: \", tf.__version__)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TensorFlow version:  2.5.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9foDFPfEieIO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "632518eb-d7d2-4127-b7ef-d36acd40a256"
      },
      "source": [
        "#@title Construct a pretrained ResNet model with ImageNet weights\n",
        "\n",
        "# Static shape, including batch size (1).\n",
        "# Can be dynamic once dynamic shape support is ready.\n",
        "INPUT_SHAPE = [1, 224, 224, 3]\n",
        "\n",
        "tf_model = tf.keras.applications.resnet50.ResNet50(\n",
        "    weights=\"imagenet\", include_top=True, input_shape=tuple(INPUT_SHAPE[1:]))\n",
        "\n",
        "# Wrap the model in a tf.Module to compile it with IREE.\n",
        "class ResNetModule(tf.Module):\n",
        "\n",
        "  def __init__(self):\n",
        "    super(ResNetModule, self).__init__()\n",
        "    self.m = tf_model\n",
        "    self.m.predict = lambda x: self.m.call(x, training=False)\n",
        "    self.predict = tf.function(\n",
        "        input_signature=[tf.TensorSpec(INPUT_SHAPE, tf.float32)])(tf_model.predict)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels.h5\n",
            "102973440/102967424 [==============================] - 1s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0x7NqMybvPg0"
      },
      "source": [
        "#@markdown ### Backend Configuration\n",
        "\n",
        "backend_choice = \"iree_llvmaot (CPU)\" #@param [ \"iree_vmvx (CPU)\", \"iree_llvmaot (CPU)\", \"iree_vulkan (GPU/SwiftShader)\" ]\n",
        "backend_choice = backend_choice.split(\" \")[0]\n",
        "backend = module_utils.BackendInfo(backend_choice)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kk3I2mkOvdp1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d996a00b-c9f8-426a-a48f-6a9af342cc03"
      },
      "source": [
        "#@title Compile ResNet with IREE\n",
        "# This may take a few minutes.\n",
        "iree_module = backend.compile_from_class(ResNetModule, [\"predict\"])"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/generic_utils.py:497: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n",
            "  category=CustomMaskWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:FOR KERAS USERS: The object that you are saving contains one or more Keras models or layers. If you are loading the SavedModel with `tf.keras.models.load_model`, continue reading (otherwise, you may ignore the following instructions). Please change your code to save with `tf.keras.models.save_model` or `model.save`, and confirm that the file \"keras.metadata\" exists in the export directory. In the future, Keras will only load the SavedModels that have this file. In other words, `tf.saved_model.save` will no longer write SavedModels that can be recovered as Keras models (this will apply in TF 2.5).\n",
            "\n",
            "FOR DEVS: If you are overwriting _tracking_metadata in your class, this property has been used to save metadata in the SavedModel. The metadta field will be deprecated soon, so please move the metadata to a different file.\n",
            "INFO:tensorflow:Assets written to: /tmp/tmp7_9r2s6i.sm/assets\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2021-06-09 21:18:01.985985: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:37] Reading SavedModel from: /tmp/tmp7_9r2s6i.sm\n",
            "2021-06-09 21:18:02.032973: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:60] Reading SavedModel debug info (if present) from: /tmp/tmp7_9r2s6i.sm\n",
            "2021-06-09 21:18:03.474176: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE3 SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n",
            "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "Created IREE driver dylib: <iree.runtime.binding.HalDriver object at 0x7fd6164380f0>\n",
            "SystemContext driver=<iree.runtime.binding.HalDriver object at 0x7fd6164380f0>\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "d0QjgzR-aiqj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 348
        },
        "outputId": "e8874c1a-248b-437f-cb64-542e7290d7ce"
      },
      "source": [
        "#@title Load a test image of a [labrador](https://commons.wikimedia.org/wiki/File:YellowLabradorLooking_new.jpg)\n",
        "\n",
        "def load_image(path_to_image):\n",
        "  image = tf.io.read_file(path_to_image)\n",
        "  image = tf.image.decode_image(image, channels=3)\n",
        "  image = tf.image.resize(image, (224, 224))\n",
        "  image = image[tf.newaxis, :]\n",
        "  return image\n",
        "\n",
        "content_path = tf.keras.utils.get_file(\n",
        "    'YellowLabradorLooking_new.jpg',\n",
        "    'https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg')\n",
        "content_image = load_image(content_path)\n",
        "\n",
        "print(\"Test image:\")\n",
        "plt.imshow(content_image.numpy().reshape(224, 224, 3) / 255.0)\n",
        "plt.axis(\"off\")\n",
        "plt.tight_layout()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg\n",
            "90112/83281 [================================] - 0s 0us/step\n",
            "Test image:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "U7XcCuw1qE1U"
      },
      "source": [
        "#@title Model pre- and post-processing\n",
        "input_data = tf.keras.applications.resnet50.preprocess_input(content_image)\n",
        "\n",
        "def decode_result(result):\n",
        "  return tf.keras.applications.resnet50.decode_predictions(result, top=3)[0]"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OKDPhohd1LWN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6bbc2fd3-70f7-4a7c-bebd-fedd68f64f0c"
      },
      "source": [
        "#@title Run TF model\n",
        "\n",
        "print(\"TF prediction:\")\n",
        "tf_result = tf_model.predict(input_data)\n",
        "print(decode_result(tf_result.numpy()))"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TF prediction:\n",
            "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n",
            "40960/35363 [==================================] - 0s 0us/step\n",
            "[('n02091244', 'Ibizan_hound', 0.128791), ('n02099712', 'Labrador_retriever', 0.12632972), ('n02091831', 'Saluki', 0.096252374)]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QBaypvkMetjw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b865fa1b-9898-4733-82a4-3a646b7b820f"
      },
      "source": [
        "#@title Run the model compiled with IREE\n",
        "\n",
        "print(\"IREE prediction:\")\n",
        "iree_result = iree_module.predict(input_data)\n",
        "print(decode_result(iree_result))"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "IREE prediction:\n",
            "[('n02091244', 'Ibizan_hound', 0.12879078), ('n02099712', 'Labrador_retriever', 0.12632954), ('n02091831', 'Saluki', 0.09625252)]\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}